Natural History, Predictors of Outcome, and Effects of Treatment in Thoracic Spinal Cord Injury: A Multi-Center Cohort Study from the North American Clinical Trials Network
Bibliographic record
Abstract
The course, treatment response, and recovery potential after acute traumatic spinal cord injury (SCI) have been shown to differ depending on the neurological level of injury. There are limited data focused on thoracic-level injuries, however. A cohort of 86 patients from the prospectively maintained North American Clinical Trials Network SCI registry were identified and studied to characterize the patterns of neurological recovery and to determine rates of acute hospital death and pulmonary complications. Regression analyses were used to examine the relationship between timing of surgery and administration of methylprednisolone on neurologic and clinical outcomes. Neurological conversion (≥1 American Spinal Injury Association Impairment Scale [AIS] grade improvement) was poorest for AIS grade A patients; 14.3% converted at last available follow-up (mean eight months). While rates of conversion were more optimistic for AIS-B patients (54.5%) and AIS C injuries (77.8%) at the same time point, none of the AIS grade D patients converted to AIS E. At last available follow-up (mean eight months), the magnitudes of lower motor extremity score (LEMS) change were highest for AIS C injuries (21.9 points), then AIS B (17.7 points), AIS D (16.4 points), and finally AIS A (2.5 points) (p < 0.05). Early surgical intervention (<24 h post-injury) was independently associated with an additional seven points in motor recovery and a 60% decreased incidence of pulmonary events (p < 0.05). Methylprednisolone administration was not an independent predictor of neurological outcome or pulmonary complications. Evaluation of this cohort obtained from a modern multi-center SCI registry provides an update on the natural history, acute death, and incidence of pulmonary complications after traumatic thoracic SCI. Although small sample size limited the extent of analyses possible, early surgical treatment was associated with significantly larger motor recovery and lower rates of pulmonary complications.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".